Overview

Brought to you by YData

Dataset statistics

Number of variables	40
Number of observations	5906
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	801.7 KiB
Average record size in memory	139.0 B

Variable types

Numeric	11
Categorical	2
Boolean	27

Alerts

`regla_duracion_pct_ok` has constant value "True"	Constant
`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`gastos_ult_12m` is highly overall correlated with `operaciones_ult_12m`	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`importe_solicitado` is highly overall correlated with `pct_ingreso`	High correlation
`operaciones_ult_12m` is highly overall correlated with `gastos_ult_12m`	High correlation
`pct_ingreso` is highly overall correlated with `importe_solicitado`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.4%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.6%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.8%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (63.1%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (73.3%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (71.6%)	Imbalance
`antiguedad_empleado` has 842 (14.3%) zeros	Zeros
`personas_a_cargo` has 515 (8.7%) zeros	Zeros

Reproduction

Analysis started	2025-07-12 15:25:37.926970
Analysis finished	2025-07-12 15:25:52.448955
Duration	14.52 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

edad
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.552997

Minimum	20
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	22
median	23
Q3	25
95-th percentile	26
Maximum	26
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.515481
Coefficient of variation (CV)	0.064343449
Kurtosis	-1.0679789
Mean	23.552997
Median Absolute Deviation (MAD)	1
Skewness	0.10280177
Sum	139104
Variance	2.2966828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22	1311	22.2%
23	1254	21.2%
24	1104	18.7%
25	990	16.8%
26	798	13.5%
21	446	7.6%
20	3	0.1%

Value	Count	Frequency (%)
20	3	0.1%
21	446	7.6%
22	1311	22.2%
23	1254	21.2%
24	1104	18.7%
25	990	16.8%
26	798	13.5%

Value	Count	Frequency (%)
26	798	13.5%
25	990	16.8%
24	1104	18.7%
23	1254	21.2%
22	1311	22.2%
21	446	7.6%
20	3	0.1%

importe_solicitado
Real number (ℝ)

High correlation

Distinct	415
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8231.0913

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	4500
median	6600
Q3	10000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	5500

Descriptive statistics

Standard deviation	5801.701
Coefficient of variation (CV)	0.70485198
Kurtosis	2.3300522
Mean	8231.0913
Median Absolute Deviation (MAD)	2600
Skewness	1.5266463
Sum	48612825
Variance	33659734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	455	7.7%
6000	439	7.4%
8000	336	5.7%
7000	269	4.6%
4000	248	4.2%
10000	218	3.7%
3000	200	3.4%
20000	175	3.0%
12000	154	2.6%
9000	151	2.6%
Other values (405)	3261	55.2%

Value	Count	Frequency (%)
500	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	81	1.4%
1050	1	< 0.1%
1100	1	< 0.1%
1200	40	0.7%
1250	1	< 0.1%
1275	2	< 0.1%

Value	Count	Frequency (%)
35000	13	0.2%
34000	1	< 0.1%
33950	1	< 0.1%
33000	1	< 0.1%
32500	1	< 0.1%
31300	1	< 0.1%
31050	1	< 0.1%
30000	16	0.3%
29800	1	< 0.1%
29100	2	< 0.1%

duracion_credito
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	92.3 KiB

3	2949
4	2948
2	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5906
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	4
3rd row	3
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

Most occurring characters

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	2949	49.9%
4	2948	49.9%
2	9	0.2%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8924822

Minimum	0
Maximum	11
Zeros	842
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8392056
Coefficient of variation (CV)	0.72940746
Kurtosis	-0.88735972
Mean	3.8924822
Median Absolute Deviation (MAD)	2
Skewness	0.33580519
Sum	22989
Variance	8.0610883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	842	14.3%
2	773	13.1%
3	697	11.8%
5	643	10.9%
6	622	10.5%
1	617	10.4%
4	511	8.7%
7	449	7.6%
8	345	5.8%
9	244	4.1%
Other values (2)	163	2.8%

Value	Count	Frequency (%)
0	842	14.3%
1	617	10.4%
2	773	13.1%
3	697	11.8%
4	511	8.7%
5	643	10.9%
6	622	10.5%
7	449	7.6%
8	345	5.8%
9	244	4.1%

Value	Count	Frequency (%)
11	15	0.3%
10	148	2.5%
9	244	4.1%
8	345	5.8%
7	449	7.6%
6	622	10.5%
5	643	10.9%
4	511	8.7%
3	697	11.8%
2	773	13.1%

ingresos
Real number (ℝ)

Distinct	1231
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51113.26

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	9600
5-th percentile	20400
Q1	34000
median	47000
Q3	60000
95-th percentile	98850
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	29333.794
Coefficient of variation (CV)	0.57389794
Kurtosis	23.294515
Mean	51113.26
Median Absolute Deviation (MAD)	13000
Skewness	3.4547132
Sum	3.0187491 × 10⁸
Variance	8.604715 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	241	4.1%
30000	207	3.5%
50000	193	3.3%
40000	166	2.8%
45000	141	2.4%
65000	138	2.3%
48000	134	2.3%
36000	125	2.1%
55000	122	2.1%
42000	117	2.0%
Other values (1221)	4322	73.2%

Value	Count	Frequency (%)
9600	1	< 0.1%
9840	1	< 0.1%
9960	1	< 0.1%
10000	7	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10980	1	< 0.1%
11000	3	0.1%
11476	1	< 0.1%
11520	1	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	5	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
260000	1	< 0.1%
250000	2	< 0.1%
234000	3	0.1%
230000	1	< 0.1%

pct_ingreso
Real number (ℝ)

High correlation

Distinct	71
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17687437

Minimum	0.01
Maximum	0.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.1
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.83
Range	0.82
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.11112549
Coefficient of variation (CV)	0.62827356
Kurtosis	1.776837
Mean	0.17687437
Median Absolute Deviation (MAD)	0.07
Skewness	1.1903152
Sum	1044.62
Variance	0.012348874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	297	5.0%
0.11	266	4.5%
0.13	264	4.5%
0.15	260	4.4%
0.08	258	4.4%
0.09	254	4.3%
0.12	241	4.1%
0.14	240	4.1%
0.07	235	4.0%
0.17	234	4.0%
Other values (61)	3357	56.8%

Value	Count	Frequency (%)
0.01	11	0.2%
0.02	53	0.9%
0.03	125	2.1%
0.04	173	2.9%
0.05	184	3.1%
0.06	176	3.0%
0.07	235	4.0%
0.08	258	4.4%
0.09	254	4.3%
0.1	297	5.0%

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.77	2	< 0.1%
0.72	1	< 0.1%
0.71	2	< 0.1%
0.7	1	< 0.1%
0.69	2	< 0.1%
0.68	1	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	290
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.993945

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.43
95-th percentile	16.32
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.53

Descriptive statistics

Standard deviation	3.2004187
Coefficient of variation (CV)	0.29110739
Kurtosis	-0.69880662
Mean	10.993945
Median Absolute Deviation (MAD)	2.5
Skewness	0.20245336
Sum	64930.24
Variance	10.24268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	163	2.8%
7.51	159	2.7%
7.9	129	2.2%
7.49	126	2.1%
7.88	116	2.0%
5.42	112	1.9%
9.99	102	1.7%
11.49	93	1.6%
11.71	90	1.5%
13.49	84	1.4%
Other values (280)	4732	80.1%

Value	Count	Frequency (%)
5.42	112	1.9%
5.79	69	1.2%
5.99	71	1.2%
6	4	0.1%
6.03	82	1.4%
6.17	41	0.7%
6.39	9	0.2%
6.54	55	0.9%
6.62	77	1.3%
6.76	43	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	1	< 0.1%
20.62	1	< 0.1%
20.25	1	< 0.1%
20.16	1	< 0.1%
20.03	2	< 0.1%
19.91	2	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	92.3 KiB

0	4459
1	1447

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5906
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

Most occurring characters

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5906	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	4459	75.5%
1	1447	24.5%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.955977

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	32
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.9664469
Coefficient of variation (CV)	0.22156113
Kurtosis	0.4089564
Mean	35.955977
Median Absolute Deviation (MAD)	4
Skewness	-0.094761216
Sum	212356
Variance	63.464277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	1421	24.1%
34	219	3.7%
37	203	3.4%
38	201	3.4%
31	199	3.4%
35	191	3.2%
33	188	3.2%
40	187	3.2%
39	184	3.1%
41	181	3.1%
Other values (34)	2732	46.3%

Value	Count	Frequency (%)
13	39	0.7%
14	11	0.2%
15	19	0.3%
16	20	0.3%
17	18	0.3%
18	33	0.6%
19	31	0.5%
20	47	0.8%
21	48	0.8%
22	67	1.1%

Value	Count	Frequency (%)
56	63	1.1%
55	20	0.3%
54	32	0.5%
53	46	0.8%
52	34	0.6%
51	47	0.8%
50	60	1.0%
49	88	1.5%
48	93	1.6%
47	102	1.7%

gastos_ult_12m
Real number (ℝ)

High correlation

Distinct	3711
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4418.8666

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	510
5-th percentile	1293
Q1	2153.25
median	3912
Q3	4739
95-th percentile	14256.75
Maximum	18484
Range	17974
Interquartile range (IQR)	2585.75

Descriptive statistics

Standard deviation	3418.6798
Coefficient of variation (CV)	0.77365537
Kurtosis	3.8839508
Mean	4418.8666
Median Absolute Deviation (MAD)	1310.5
Skewness	2.0454448
Sum	26097826
Variance	11687372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4509	7	0.1%
4697	7	0.1%
4220	7	0.1%
2229	7	0.1%
4598	7	0.1%
4890	6	0.1%
4087	6	0.1%
4037	6	0.1%
4751	6	0.1%
4277	6	0.1%
Other values (3701)	5841	98.9%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
646	1	< 0.1%
647	2	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17119	1	< 0.1%
17064	1	< 0.1%

limite_credito_tc
Real number (ℝ)

Distinct	4152
Distinct (%)	70.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8593.3476

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2532.25
median	4460
Q3	10996.25
95-th percentile	34042.5
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8464

Descriptive statistics

Standard deviation	9098.3814
Coefficient of variation (CV)	1.0587703
Kurtosis	1.809038
Mean	8593.3476
Median Absolute Deviation (MAD)	2549
Skewness	1.6699191
Sum	50752311
Variance	82780543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	310	5.2%
34516	291	4.9%
15987	9	0.2%
23981	9	0.2%
9959	8	0.1%
3735	6	0.1%
7469	6	0.1%
14938	5	0.1%
2035	5	0.1%
2077	5	0.1%
Other values (4142)	5252	88.9%

Value	Count	Frequency (%)
1438.3	310	5.2%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	0.1%
1451	1	< 0.1%
1452	2	< 0.1%
1454	1	< 0.1%
1456	2	< 0.1%

Value	Count	Frequency (%)
34516	291	4.9%
34496	1	< 0.1%
34427	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%
33913	1	< 0.1%
33905	1	< 0.1%
33870	1	< 0.1%

operaciones_ult_12m
Real number (ℝ)

High correlation

Distinct	124
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.910938

Minimum	10
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	45
median	67
Q3	81
95-th percentile	106
Maximum	139
Range	129
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	23.48286
Coefficient of variation (CV)	0.36177047
Kurtosis	-0.34175494
Mean	64.910938
Median Absolute Deviation (MAD)	17
Skewness	0.16767074
Sum	383364
Variance	551.44473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	129	2.2%
81	128	2.2%
77	127	2.2%
78	121	2.0%
71	117	2.0%
70	112	1.9%
82	111	1.9%
74	110	1.9%
75	109	1.8%
73	109	1.8%
Other values (114)	4733	80.1%

Value	Count	Frequency (%)
10	3	0.1%
12	2	< 0.1%
13	1	< 0.1%
14	5	0.1%
15	7	0.1%
16	8	0.1%
17	9	0.2%
18	13	0.2%
19	8	0.1%
20	12	0.2%

Value	Count	Frequency (%)
139	1	< 0.1%
138	1	< 0.1%
134	1	< 0.1%
131	5	0.1%
130	3	0.1%
129	5	0.1%
128	7	0.1%
127	5	0.1%
126	6	0.1%
125	7	0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3489672

Minimum	0
Maximum	5
Zeros	515
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	92.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.288507
Coefficient of variation (CV)	0.54854196
Kurtosis	-0.66051554
Mean	2.3489672
Median Absolute Deviation (MAD)	1
Skewness	-0.027524224
Sum	13873
Variance	1.6602504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	1613	27.3%
2	1570	26.6%
1	1059	17.9%
4	910	15.4%
0	515	8.7%
5	239	4.0%

Value	Count	Frequency (%)
0	515	8.7%
1	1059	17.9%
2	1570	26.6%
3	1613	27.3%
4	910	15.4%
5	239	4.0%

Value	Count	Frequency (%)
5	239	4.0%
4	910	15.4%
3	1613	27.3%
2	1570	26.6%
1	1059	17.9%
0	515	8.7%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

True	3641
False	2265

Value	Count	Frequency (%)
True	3641	61.6%
False	2265	38.4%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4078
True	1828

Value	Count	Frequency (%)
False	4078	69.0%
True	1828	31.0%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5883
True	23

Value	Count	Frequency (%)
False	5883	99.6%
True	23	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5492
True	414

Value	Count	Frequency (%)
False	5492	93.0%
True	414	7.0%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4539
True	1367

Value	Count	Frequency (%)
False	4539	76.9%
True	1367	23.1%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4921
True	985

Value	Count	Frequency (%)
False	4921	83.3%
True	985	16.7%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5396
True	510

Value	Count	Frequency (%)
False	5396	91.4%
True	510	8.6%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4906
True	1000

Value	Count	Frequency (%)
False	4906	83.1%
True	1000	16.9%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4919
True	987

Value	Count	Frequency (%)
False	4919	83.3%
True	987	16.7%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4849
True	1057

Value	Count	Frequency (%)
False	4849	82.1%
True	1057	17.9%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

True	4856
False	1050

Value	Count	Frequency (%)
True	4856	82.2%
False	1050	17.8%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4856
True	1050

Value	Count	Frequency (%)
False	4856	82.2%
True	1050	17.8%

regla_duracion_pct_ok
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

True	5906

Value	Count	Frequency (%)
True	5906	100.0%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	3164
True	2742

Value	Count	Frequency (%)
False	3164	53.6%
True	2742	46.4%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5483
True	423

Value	Count	Frequency (%)
False	5483	92.8%
True	423	7.2%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5487
True	419

Value	Count	Frequency (%)
False	5487	92.9%
True	419	7.1%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	3584
True	2322

Value	Count	Frequency (%)
False	3584	60.7%
True	2322	39.3%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

True	4920
False	986

Value	Count	Frequency (%)
True	4920	83.3%
False	986	16.7%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4920
True	986

Value	Count	Frequency (%)
False	4920	83.3%
True	986	16.7%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

True	3157
False	2749

Value	Count	Frequency (%)
True	3157	53.5%
False	2749	46.5%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	3157
True	2749

Value	Count	Frequency (%)
False	3157	53.5%
True	2749	46.5%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5013
True	893

Value	Count	Frequency (%)
False	5013	84.9%
True	893	15.1%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5637
True	269

Value	Count	Frequency (%)
False	5637	95.4%
True	269	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	5614
True	292

Value	Count	Frequency (%)
False	5614	95.1%
True	292	4.9%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4722
True	1184

Value	Count	Frequency (%)
False	4722	80.0%
True	1184	20.0%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4147
True	1759

Value	Count	Frequency (%)
False	4147	70.2%
True	1759	29.8%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.9 KiB

False	4397
True	1509

Value	Count	Frequency (%)
False	4397	74.4%
True	1509	25.6%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	edad	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	importe_solicitado	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	operaciones_ult_12m	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.001	0.000	0.005	0.040	0.026	0.047	0.059	0.000	0.000	0.027	0.045	0.045	-0.021	0.029	0.029	0.037	0.008	-0.003	0.020	0.029	0.018	0.000	0.023	0.031	0.000	0.000	0.017	0.054	0.037	0.000	-0.038	0.038	-0.107	0.033	0.045	0.000	0.019	0.000
antiguedad_empleado	-0.001	1.000	0.022	0.117	0.024	0.016	0.000	0.021	0.025	0.025	0.105	0.029	0.029	0.055	0.000	0.000	0.115	0.189	-0.017	0.000	0.029	0.000	0.013	0.049	0.022	0.059	0.030	0.099	0.015	0.017	0.000	0.048	-0.013	-0.000	0.199	0.191	0.015	0.036	-0.064
duracion_credito	0.000	0.022	1.000	0.000	0.016	0.000	0.000	0.013	0.005	0.005	0.045	0.000	0.000	0.011	0.006	0.006	0.112	0.000	0.028	0.008	0.022	0.000	0.000	0.012	0.000	0.027	0.008	0.013	0.000	0.023	0.025	0.007	0.427	0.012	0.000	0.000	0.000	0.000	0.036
edad	0.005	0.117	0.000	1.000	0.000	0.000	0.034	0.015	0.016	0.016	0.037	0.000	0.000	0.008	0.000	0.000	0.074	0.146	0.006	0.000	0.002	0.033	0.000	0.000	0.000	0.169	0.017	0.193	0.022	0.000	0.049	0.001	-0.036	0.010	0.000	0.026	0.025	0.033	0.010
estado_civil_CASADO	0.040	0.024	0.016	0.000	1.000	0.258	0.256	0.749	0.031	0.031	0.029	0.000	0.000	0.175	0.000	0.000	0.087	0.042	0.065	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.009	0.000	0.000	0.000	0.000	0.167	0.050	0.000	0.023	0.014	0.011	0.000	0.000
estado_civil_DESCONOCIDO	0.026	0.016	0.000	0.000	0.258	1.000	0.074	0.223	0.000	0.000	0.030	0.000	0.000	0.035	0.016	0.016	0.040	0.043	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.021	0.010	0.023	0.006	0.007	0.000	0.000	0.034
estado_civil_DIVORCIADO	0.047	0.000	0.000	0.034	0.256	0.074	1.000	0.221	0.000	0.000	0.000	0.000	0.000	0.061	0.000	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.031	0.000	0.039	0.000	0.010	0.000	0.000	0.000	0.000	0.045	0.000	0.039	0.000	0.000	0.000	0.000	0.000
estado_civil_SOLTERO	0.059	0.021	0.013	0.015	0.749	0.223	0.221	1.000	0.022	0.022	0.013	0.000	0.000	0.143	0.008	0.008	0.077	0.025	0.033	0.014	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.018	0.000	0.000	0.004	0.137	0.033	0.038	0.032	0.027	0.004	0.000	0.000
estado_cliente_ACTIVO	0.000	0.025	0.005	0.016	0.031	0.000	0.000	0.022	1.000	0.999	0.116	0.562	0.562	0.337	0.027	0.027	0.108	0.000	0.023	0.006	0.027	0.000	0.000	0.000	0.011	0.027	0.000	0.034	0.000	0.000	0.000	0.462	0.038	0.013	0.055	0.049	0.000	0.000	0.326
estado_cliente_PASIVO	0.000	0.025	0.005	0.016	0.031	0.000	0.000	0.022	0.999	1.000	0.116	0.562	0.562	0.337	0.027	0.027	0.108	0.000	0.023	0.006	0.027	0.000	0.000	0.000	0.011	0.027	0.000	0.034	0.000	0.000	0.000	0.462	0.038	0.013	0.055	0.049	0.000	0.000	0.326
estado_credito	0.027	0.105	0.045	0.037	0.029	0.030	0.000	0.013	0.116	0.116	1.000	0.182	0.182	0.228	0.029	0.029	0.207	0.112	0.025	0.000	0.010	0.000	0.000	0.000	0.000	0.093	0.058	0.130	0.058	0.021	0.027	0.234	0.409	0.000	0.206	0.166	0.013	0.096	0.378
falta_pago_N	0.045	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.562	0.562	0.182	1.000	0.999	0.257	0.000	0.000	0.045	0.000	0.028	0.000	0.000	0.000	0.018	0.000	0.000	0.017	0.021	0.053	0.013	0.001	0.000	0.319	0.054	0.015	0.071	0.065	0.000	0.005	0.564
falta_pago_Y	0.045	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.562	0.562	0.182	0.999	1.000	0.257	0.000	0.000	0.045	0.000	0.028	0.000	0.000	0.000	0.018	0.000	0.000	0.017	0.021	0.053	0.013	0.001	0.000	0.319	0.054	0.015	0.071	0.065	0.000	0.005	0.564
gastos_ult_12m	-0.021	0.055	0.011	0.008	0.175	0.035	0.061	0.143	0.337	0.337	0.228	0.257	0.257	1.000	0.256	0.256	0.029	0.158	0.028	0.000	0.000	0.000	0.045	0.000	0.000	0.012	0.000	0.026	0.000	0.010	0.000	0.877	-0.075	0.060	0.145	0.176	0.000	0.039	-0.195
genero_F	0.029	0.000	0.006	0.000	0.000	0.016	0.000	0.008	0.027	0.027	0.029	0.000	0.000	0.256	1.000	1.000	0.184	0.112	0.441	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.173	0.070	0.000	0.028	0.033	0.000	0.000	0.019
genero_M	0.029	0.000	0.006	0.000	0.000	0.016	0.000	0.008	0.027	0.027	0.029	0.000	0.000	0.256	1.000	1.000	0.184	0.112	0.441	0.000	0.000	0.000	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.173	0.070	0.000	0.028	0.033	0.000	0.000	0.019
importe_solicitado	0.037	0.115	0.112	0.074	0.087	0.040	0.000	0.077	0.108	0.108	0.207	0.045	0.045	0.029	0.184	0.184	1.000	0.352	0.050	0.022	0.039	0.020	0.000	0.025	0.000	0.000	0.000	0.039	0.002	0.005	0.058	-0.001	0.733	0.019	0.193	0.175	0.014	0.054	0.074
ingresos	0.008	0.189	0.000	0.146	0.042	0.043	0.000	0.025	0.000	0.000	0.112	0.000	0.000	0.158	0.112	0.112	0.352	1.000	0.037	0.007	0.030	0.000	0.021	0.000	0.009	0.000	0.000	0.047	0.045	0.014	0.032	0.128	-0.298	0.038	0.157	0.117	0.000	0.086	-0.021
limite_credito_tc	-0.003	-0.017	0.028	0.006	0.065	0.005	0.015	0.033	0.023	0.023	0.025	0.028	0.028	0.028	0.441	0.441	0.050	0.037	1.000	0.000	0.030	0.000	0.000	0.000	0.024	0.037	0.000	0.000	0.029	0.000	0.000	0.031	0.030	0.051	0.010	0.033	0.000	0.013	-0.002
nivel_educativo_DESCONOCIDO	0.020	0.000	0.008	0.000	0.000	0.000	0.000	0.014	0.006	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.022	0.007	0.000	1.000	0.090	0.094	0.210	0.274	0.246	0.000	0.006	0.027	0.037	0.000	0.000	0.000	0.000	0.022	0.000	0.000	0.008	0.011	0.000
nivel_educativo_POSGRADO_COMPLETO	0.029	0.029	0.022	0.002	0.000	0.000	0.000	0.000	0.027	0.027	0.010	0.000	0.000	0.000	0.000	0.000	0.039	0.030	0.030	0.090	1.000	0.046	0.108	0.141	0.126	0.011	0.000	0.020	0.000	0.000	0.000	0.027	0.022	0.000	0.000	0.000	0.000	0.000	0.000
nivel_educativo_POSGRADO_INCOMPLETO	0.018	0.000	0.000	0.033	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.000	0.000	0.094	0.046	1.000	0.112	0.147	0.132	0.000	0.026	0.000	0.006	0.000	0.000	0.000	0.000	0.016	0.000	0.000	0.000	0.008	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.013	0.000	0.000	0.000	0.000	0.031	0.000	0.000	0.000	0.000	0.018	0.018	0.045	0.015	0.015	0.000	0.021	0.000	0.210	0.108	0.112	1.000	0.325	0.293	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.022	0.020	0.025	0.016	0.006	0.000	0.013
nivel_educativo_UNIVERSITARIO_COMPLETO	0.023	0.049	0.012	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.025	0.000	0.000	0.274	0.141	0.147	0.325	1.000	0.381	0.020	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.031	0.022	0.000	0.000	0.003	0.000	0.039	0.000	0.011	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.024	0.246	0.126	0.132	0.293	0.381	1.000	0.016	0.000	0.026	0.000	0.000	0.000	0.000	0.000	0.039	0.016	0.017	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.059	0.027	0.169	0.000	0.000	0.000	0.000	0.027	0.027	0.093	0.017	0.017	0.012	0.000	0.000	0.000	0.000	0.037	0.000	0.011	0.000	0.000	0.020	0.016	1.000	0.245	0.168	0.247	0.245	0.255	0.000	0.036	0.000	0.023	0.016	0.000	0.000	0.028
objetivo_credito_INVERSIONES	0.000	0.030	0.008	0.017	0.009	0.000	0.010	0.000	0.000	0.000	0.058	0.021	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.026	0.000	0.000	0.000	0.245	1.000	0.136	0.201	0.199	0.208	0.000	0.017	0.014	0.058	0.000	0.000	0.092	0.037
objetivo_credito_MEJORAS_HOGAR	0.017	0.099	0.013	0.193	0.000	0.000	0.000	0.018	0.034	0.034	0.130	0.053	0.053	0.026	0.000	0.000	0.039	0.047	0.000	0.027	0.020	0.000	0.000	0.000	0.026	0.168	0.136	1.000	0.137	0.136	0.142	0.014	0.042	0.033	0.028	0.014	0.000	0.016	0.063
objetivo_credito_PAGO_DEUDAS	0.054	0.015	0.000	0.022	0.000	0.000	0.000	0.000	0.000	0.000	0.058	0.013	0.013	0.000	0.000	0.000	0.002	0.045	0.029	0.037	0.000	0.006	0.000	0.006	0.000	0.247	0.201	0.137	1.000	0.201	0.210	0.026	0.000	0.032	0.030	0.004	0.014	0.092	0.000
objetivo_credito_PERSONAL	0.037	0.017	0.023	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.021	0.001	0.001	0.010	0.000	0.000	0.005	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.245	0.199	0.136	0.201	1.000	0.208	0.040	0.012	0.043	0.011	0.017	0.011	0.000	0.017
objetivo_credito_SALUD	0.000	0.000	0.025	0.049	0.000	0.000	0.000	0.004	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.058	0.032	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.255	0.208	0.142	0.210	0.208	1.000	0.000	0.016	0.000	0.034	0.036	0.000	0.000	0.000
operaciones_ult_12m	-0.038	0.048	0.007	0.001	0.167	0.021	0.045	0.137	0.462	0.462	0.234	0.319	0.319	0.877	0.173	0.173	-0.001	0.128	0.031	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.026	0.040	0.000	1.000	-0.082	0.059	0.134	0.162	0.000	0.045	-0.223
pct_ingreso	0.038	-0.013	0.427	-0.036	0.050	0.010	0.000	0.033	0.038	0.038	0.409	0.054	0.054	-0.075	0.070	0.070	0.733	-0.298	0.030	0.000	0.022	0.000	0.022	0.000	0.000	0.036	0.017	0.042	0.000	0.012	0.016	-0.082	1.000	0.001	0.047	0.034	0.035	0.037	0.087
personas_a_cargo	-0.107	-0.000	0.012	0.010	0.000	0.023	0.039	0.038	0.013	0.013	0.000	0.015	0.015	0.060	0.000	0.000	0.019	0.038	0.051	0.022	0.000	0.016	0.020	0.000	0.039	0.000	0.014	0.033	0.032	0.043	0.000	0.059	0.001	1.000	0.000	0.000	0.008	0.002	-0.015
situacion_vivienda_ALQUILER	0.033	0.199	0.000	0.000	0.023	0.006	0.000	0.032	0.055	0.055	0.206	0.071	0.071	0.145	0.028	0.028	0.193	0.157	0.010	0.000	0.000	0.000	0.025	0.000	0.016	0.023	0.058	0.028	0.030	0.011	0.034	0.134	0.047	0.000	1.000	0.848	0.075	0.347	0.149
situacion_vivienda_HIPOTECA	0.045	0.191	0.000	0.026	0.014	0.007	0.000	0.027	0.049	0.049	0.166	0.065	0.065	0.176	0.033	0.033	0.175	0.117	0.033	0.000	0.000	0.000	0.016	0.000	0.017	0.016	0.000	0.014	0.004	0.017	0.036	0.162	0.034	0.000	0.848	1.000	0.037	0.183	0.150
situacion_vivienda_OTROS	0.000	0.015	0.000	0.025	0.011	0.000	0.000	0.004	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.008	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.014	0.011	0.000	0.000	0.035	0.008	0.075	0.037	1.000	0.000	0.000
situacion_vivienda_PROPIA	0.019	0.036	0.000	0.033	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.005	0.005	0.039	0.000	0.000	0.054	0.086	0.013	0.011	0.000	0.008	0.000	0.020	0.000	0.000	0.092	0.016	0.092	0.000	0.000	0.045	0.037	0.002	0.347	0.183	0.000	1.000	0.000
tasa_interes	0.000	-0.064	0.036	0.010	0.000	0.034	0.000	0.000	0.326	0.326	0.378	0.564	0.564	-0.195	0.019	0.019	0.074	-0.021	-0.002	0.000	0.000	0.000	0.013	0.000	0.000	0.028	0.037	0.063	0.000	0.017	0.000	-0.223	0.087	-0.015	0.149	0.150	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	regla_duracion_pct_ok	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
0	25	5500	3	1.0	9600	0.57	12.87	1	44.0	1291.0	8256.0	33.0	5.0	False	True	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	True	False	True	False	False	False	False	False	True	False
1	24	35000	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	26.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False
2	26	35000	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	28.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	False	False	False	False	False	True
3	24	35000	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	31.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False
4	21	1600	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	24.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	False	False	True
5	22	35000	4	6.0	85000	0.41	10.37	1	36.0	1441.0	11656.0	32.0	2.0	True	False	False	False	False	True	False	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	False	True	False
6	26	35000	4	4.0	108160	0.32	18.39	1	30.0	1311.0	8547.0	33.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	True	False	False	True	False	False	True	False	False	False	False	True	False
7	23	35000	4	2.0	115000	0.30	7.90	0	48.0	1570.0	2436.0	29.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	True	False	False	False	True	False	True	False	False	False	False	False	True	False
8	23	30000	3	7.0	500000	0.06	10.65	0	37.0	1348.0	4234.0	27.0	4.0	False	True	False	False	False	False	False	True	False	False	True	False	True	False	True	False	False	True	False	False	True	True	False	False	False	False	False
9	23	35000	4	0.0	120000	0.29	7.90	0	36.0	1671.0	30367.0	27.0	4.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	True	False	False	False

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	regla_duracion_pct_ok	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
6717	22	19750	3	3.0	59000	0.33	14.11	1	39.0	10468.0	17504.0	66.0	4.0	False	True	False	False	False	False	False	True	False	False	False	True	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False
6718	25	9500	4	2.0	57000	0.17	6.17	0	36.0	16628.0	5639.0	109.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	False	False	True
6719	25	9500	4	1.0	57000	0.17	12.53	0	36.0	15354.0	13187.0	112.0	5.0	True	False	False	False	False	False	True	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	False	False	True
6720	22	9000	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	114.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	True	False	False
6721	25	9500	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	117.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	True	False	False	False	True	True	False	False	True	False	False	False	False	True	False
6722	24	9500	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	69.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	True	False	False	True	False	True	True	False	False	False	False	False
6723	22	9500	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	73.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True
6724	25	7000	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	63.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False
6725	22	9575	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	62.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	True	False	True	False	False	False	True	False	True	False	False	False	False	True	False
6726	24	3600	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	53.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample